[INSERT DATASET NAME] Report¶

[INSERT DATASET DESCRIPTION]

Table of Contents¶


  • Overview

    • Quick Info

    • Data Types

    • Data Preview

    • Missing Values

    • Rows With Missing Value

    • Constant Occurrence

    • Duplicate Rows

  • Univariate Analysis

  • Bivariate analysis

    • Correlation Plot

    • Pairplot

    • Contingency table

  • Multivariate analysis

    • Principal Component Analysis

    • Parallel coordinates

    • Parallel categories

Overview


Quick Info

Rows 569
Columns 32
Missing cells 0 (0.00 %)
Zeros 227 (1.25 %)
Duplicate rows 0 (0.00 %)

Data Types

Column Name Inferred Data Type
ID categorical
DIAGNOSIS categorical
RADIUS1 categorical
TEXTURE1 numeric
PERIMETER1 numeric
AREA1 numeric
SMOOTHNESS1 numeric
COMPACTNESS1 numeric
CONCAVITY1 numeric
CONCAVE_POINTS1 numeric
SYMMETRY1 numeric
FRACTAL_DIMENSION1 numeric
RADIUS2 numeric
TEXTURE2 numeric
PERIMETER2 numeric
AREA2 numeric
SMOOTHNESS2 numeric
COMPACTNESS2 numeric
CONCAVITY2 numeric
CONCAVE_POINTS2 numeric
SYMMETRY2 numeric
FRACTAL_DIMENSION2 numeric
RADIUS3 numeric
TEXTURE3 numeric
PERIMETER3 numeric
AREA3 numeric
SMOOTHNESS3 numeric
COMPACTNESS3 numeric
CONCAVITY3 numeric
CONCAVE_POINTS3 numeric
SYMMETRY3 numeric
FRACTAL_DIMENSION3 numeric

Data Preview

First rows¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
0 901087.0 B 13.45 19.41 89.78 435.2 0.08020 0.00000 0.00000 0.00000 ... 14.80 26.03 96.11 437.5 0.08723 0.0849 0.00000 0.00000 0.2447 0.07748
1 855133.0 B 11.85 16.43 77.88 477.4 0.09858 0.07722 0.01872 0.02777 ... 12.96 23.08 82.53 575.1 0.11200 0.0870 0.04232 0.05586 0.2229 0.06783
2 86561.0 B 12.34 18.02 78.59 402.5 0.08477 0.10960 0.03934 0.07957 ... 13.67 23.12 87.79 495.1 0.10960 0.3346 0.35970 0.14320 0.2963 0.09614
3 911366.0 B 12.43 23.17 83.24 499.0 0.11420 0.06677 0.07943 0.01111 ... 14.87 33.49 102.50 764.7 0.16820 0.1911 0.15630 0.06544 0.2525 0.09519
4 915276.0 B 12.38 15.74 73.40 682.9 0.07941 0.12220 0.02271 0.01113 ... 10.96 20.62 82.98 775.8 0.10250 0.1903 0.18030 0.08123 0.2853 0.07698

5 rows × 32 columns

Last rows¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
564 857343.0 B 13.88 17.46 61.30 491.9 0.09906 0.06949 0.03990 0.01069 ... 12.28 27.33 69.85 380.2 0.1226 0.1149 0.07722 0.06956 0.3108 0.07924
565 897604.0 B 12.91 20.37 86.61 428.6 0.10890 0.10100 0.04972 0.02277 ... 13.26 33.04 96.41 523.0 0.1641 0.1087 0.06874 0.03264 0.2459 0.10720
566 922264.0 B 13.65 17.31 87.30 528.9 0.10890 0.15640 0.21350 0.10150 ... 14.26 22.38 98.00 677.4 0.1565 0.8561 0.87990 0.18170 0.3175 0.10710
567 898678.0 M 16.31 17.84 122.80 461.1 0.08772 0.05831 0.08370 0.05397 ... 19.85 22.09 152.10 585.6 0.1284 0.1692 0.24290 0.12160 0.2879 0.07944
568 9010667.0 B 10.76 16.34 65.25 390.9 0.08481 0.12050 0.09077 0.02647 ... 11.27 17.88 71.10 376.6 0.1053 0.2758 0.29850 0.08507 0.2743 0.08950

5 rows × 32 columns

Sample¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
22 871093.0 B 10.05 21.56 68.49 396.0 0.10530 0.16040 0.15690 0.08259 ... 12.58 24.39 91.82 412.0 0.1515 0.3151 0.5390 0.22470 0.4072 0.08255
226 901027.0 B 14.34 12.99 88.66 680.8 0.09448 0.08978 0.02855 0.03112 ... 16.19 18.40 94.81 762.4 0.1315 0.2051 0.1204 0.06494 0.2838 0.07987
170 86211.0 B 13.16 20.86 89.60 564.2 0.10300 0.05898 0.04005 0.04306 ... 15.34 28.00 92.93 609.1 0.1385 0.1564 0.2526 0.10950 0.3058 0.07484
351 862721.0 B 12.33 18.06 84.54 541.2 0.11390 0.12000 0.05542 0.04181 ... 16.38 29.73 101.40 657.6 0.1528 0.1932 0.1835 0.14820 0.3305 0.08304
409 846226.0 B 12.32 16.34 82.85 577.2 0.09741 0.12000 0.14310 0.07950 ... 13.84 20.46 101.30 699.9 0.1257 0.1857 0.3399 0.13590 0.3196 0.06742

5 rows × 32 columns

Missing Values

There are no missing values

Rows With Missing Value

There are no missing values

Constant Occurrence

Column Name 0 Count 0 %
CONCAVE_POINTS3 42 7.381
CONCAVE_POINTS1 37 6.503
CONCAVITY1 36 6.327
CONCAVITY3 36 6.327
CONCAVE_POINTS2 34 5.975
CONCAVITY2 34 5.975
COMPACTNESS2 4 0.703
COMPACTNESS1 3 0.527
COMPACTNESS3 1 0.176
SMOOTHNESS3 0 0.000
AREA3 0 0.000
PERIMETER3 0 0.000
TEXTURE3 0 0.000
RADIUS3 0 0.000
FRACTAL_DIMENSION2 0 0.000
SYMMETRY2 0 0.000
SYMMETRY3 0 0.000
ID 0 0.000
SMOOTHNESS2 0 0.000
DIAGNOSIS 0 0.000
AREA2 0 0.000
PERIMETER2 0 0.000
TEXTURE2 0 0.000
RADIUS2 0 0.000
FRACTAL_DIMENSION1 0 0.000
SYMMETRY1 0 0.000
SMOOTHNESS1 0 0.000
AREA1 0 0.000
PERIMETER1 0 0.000
TEXTURE1 0 0.000
RADIUS1 0 0.000
FRACTAL_DIMENSION3 0 0.000

Duplicate Rows

There are no duplicated rows

Univariate Analysis


ID - categorical¶

Most frequent values

901315.0 6 (1.05 %)
89812.0 4 (0.70 %)
858970.0 4 (0.70 %)
905520.0 4 (0.70 %)
892604.0 4 (0.70 %)
Other values count 547 (96.13 %)
Null 0 (0.00 %)

Number of unique values is greater than 50, not plotting bar plot.


DIAGNOSIS - categorical¶

Most frequent values

B 408 (71.70 %)
M 161 (28.30 %)
Other values count 0 (0.00 %)
Null 0 (0.00 %)
No description has been provided for this image

RADIUS1 - categorical¶

Most frequent values

12.34 9 (1.58 %)
13.46 7 (1.23 %)
13.67 6 (1.05 %)
12.35 6 (1.05 %)
13.1 6 (1.05 %)
Other values count 535 (94.02 %)
Null 0 (0.00 %)

Number of unique values is greater than 50, not plotting bar plot.


TEXTURE1 - numeric¶

Descriptive Statistics

Number of unique values 416
Sum 10 699.90
Mean 18.80
Mode 16.34
Standard deviation 3.57
Mean absolute deviation 2.79
Median absolute deviation 2.33
Coefficient of variation 0.19
Kurtosis 0.53
Skewness 0.59

Quantile Statistics

Minimum 10.86
Maximum 33.36
Q1 16.38
Median 18.58
Q3 20.90
Range 22.50
IQR 4.52
No description has been provided for this image

PERIMETER1 - numeric¶

Descriptive Statistics

Number of unique values 487
Sum 49 777.35
Mean 87.48
Mode 130.0
Standard deviation 17.97
Mean absolute deviation 13.39
Median absolute deviation 9.83
Coefficient of variation 0.21
Kurtosis 0.85
Skewness 0.94

Quantile Statistics

Minimum 34.16
Maximum 142.30
Q1 76.49
Median 83.74
Q3 94.87
Range 108.14
IQR 18.38
No description has been provided for this image

AREA1 - numeric¶

Descriptive Statistics

Number of unique values 490
Sum 338 266.60
Mean 594.49
Mode 366.90
Standard deviation 249.23
Mean absolute deviation 176.64
Median absolute deviation 127.79
Coefficient of variation 0.42
Kurtosis 3.77
Skewness 1.73

Quantile Statistics

Minimum 181.50
Maximum 2 073.0
Q1 446.60
Median 531.50
Q3 661.70
Range 1 891.50
IQR 215.10
No description has been provided for this image

SMOOTHNESS1 - numeric¶

Descriptive Statistics

Number of unique values 339
Sum 54.29
Mean 0.10
Mode 0.09
Standard deviation 0.01
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.12
Kurtosis 1.01
Skewness 0.51

Quantile Statistics

Minimum 0.06
Maximum 0.14
Q1 0.09
Median 0.09
Q3 0.10
Range 0.09
IQR 0.02
No description has been provided for this image

COMPACTNESS1 - numeric¶

Descriptive Statistics

Number of unique values 448
Sum 54.30
Mean 0.10
Mode 0.08
Standard deviation 0.04
Mean absolute deviation 0.03
Median absolute deviation 0.03
Coefficient of variation 0.44
Kurtosis 4.88
Skewness 1.43

Quantile Statistics

Minimum 0.0
Maximum 0.37
Q1 0.07
Median 0.09
Q3 0.12
Range 0.37
IQR 0.05
No description has been provided for this image

CONCAVITY1 - numeric¶

Descriptive Statistics

Number of unique values 443
Sum 38.43
Mean 0.07
Mode 0.0
Standard deviation 0.06
Mean absolute deviation 0.04
Median absolute deviation 0.04
Coefficient of variation 0.82
Kurtosis 1.68
Skewness 1.27

Quantile Statistics

Minimum 0.0
Maximum 0.32
Q1 0.03
Median 0.05
Q3 0.09
Range 0.32
IQR 0.07
No description has been provided for this image

CONCAVE_POINTS1 - numeric¶

Descriptive Statistics

Number of unique values 435
Sum 22.75
Mean 0.04
Mode 0.0
Standard deviation 0.03
Mean absolute deviation 0.02
Median absolute deviation 0.02
Coefficient of variation 0.75
Kurtosis 0.38
Skewness 0.88

Quantile Statistics

Minimum 0.0
Maximum 0.17
Q1 0.02
Median 0.03
Q3 0.06
Range 0.17
IQR 0.04
No description has been provided for this image

SYMMETRY1 - numeric¶

Descriptive Statistics

Number of unique values 312
Sum 99.03
Mean 0.17
Mode 0.16
Standard deviation 0.02
Mean absolute deviation 0.02
Median absolute deviation 0.01
Coefficient of variation 0.12
Kurtosis 0.72
Skewness 0.62

Quantile Statistics

Minimum 0.12
Maximum 0.26
Q1 0.16
Median 0.17
Q3 0.19
Range 0.14
IQR 0.03
No description has been provided for this image

FRACTAL_DIMENSION1 - numeric¶

Descriptive Statistics

Number of unique values 332
Sum 35.92
Mean 0.06
Mode 0.06
Standard deviation 0.01
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.10
Kurtosis 1.03
Skewness 1.01

Quantile Statistics

Minimum 0.05
Maximum 0.09
Q1 0.06
Median 0.06
Q3 0.07
Range 0.04
IQR 0.01
No description has been provided for this image

RADIUS2 - numeric¶

Descriptive Statistics

Number of unique values 428
Sum 196.05
Mean 0.34
Mode 0.23
Standard deviation 0.22
Mean absolute deviation 0.14
Median absolute deviation 0.11
Coefficient of variation 0.63
Kurtosis 17.67
Skewness 3.39

Quantile Statistics

Minimum 0.11
Maximum 1.98
Q1 0.23
Median 0.28
Q3 0.40
Range 1.86
IQR 0.17
No description has been provided for this image

TEXTURE2 - numeric¶

Descriptive Statistics

Number of unique values 352
Sum 666.84
Mean 1.17
Mode 0.86
Standard deviation 0.50
Mean absolute deviation 0.37
Median absolute deviation 0.30
Coefficient of variation 0.42
Kurtosis 3.47
Skewness 1.55

Quantile Statistics

Minimum 0.36
Maximum 3.93
Q1 0.84
Median 1.05
Q3 1.34
Range 3.57
IQR 0.50
No description has been provided for this image

PERIMETER2 - numeric¶

Descriptive Statistics

Number of unique values 310
Sum 1 390.48
Mean 2.44
Mode 2.87
Standard deviation 1.20
Mean absolute deviation 0.82
Median absolute deviation 0.58
Coefficient of variation 0.49
Kurtosis 8.38
Skewness 2.49

Quantile Statistics

Minimum 0.00
Maximum 9.46
Q1 1.75
Median 2.06
Q3 2.86
Range 9.46
IQR 1.11
No description has been provided for this image

AREA2 - numeric¶

Descriptive Statistics

Number of unique values 475
Sum 16 062.95
Mean 28.23
Mode 19.18
Standard deviation 22.01
Mean absolute deviation 13.35
Median absolute deviation 9.42
Coefficient of variation 0.78
Kurtosis 19.93
Skewness 3.70

Quantile Statistics

Minimum 7.88
Maximum 233.50
Q1 17.33
Median 20.98
Q3 29.44
Range 225.62
IQR 12.11
No description has been provided for this image

SMOOTHNESS2 - numeric¶

Descriptive Statistics

Number of unique values 462
Sum 3.61
Mean 0.01
Mode 0.01
Standard deviation 0.00
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.31
Kurtosis 0.95
Skewness 0.99

Quantile Statistics

Minimum 0.00
Maximum 0.01
Q1 0.00
Median 0.01
Q3 0.01
Range 0.01
IQR 0.00
No description has been provided for this image

COMPACTNESS2 - numeric¶

Descriptive Statistics

Number of unique values 408
Sum 12.36
Mean 0.02
Mode 0.01
Standard deviation 0.02
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.69
Kurtosis 7.58
Skewness 2.23

Quantile Statistics

Minimum 0.0
Maximum 0.12
Q1 0.01
Median 0.02
Q3 0.03
Range 0.12
IQR 0.02
No description has been provided for this image

CONCAVITY2 - numeric¶

Descriptive Statistics

Number of unique values 402
Sum 14.78
Mean 0.03
Mode 0.0
Standard deviation 0.03
Mean absolute deviation 0.02
Median absolute deviation 0.01
Coefficient of variation 1.00
Kurtosis 143.71
Skewness 8.97

Quantile Statistics

Minimum 0.0
Maximum 0.47
Q1 0.01
Median 0.02
Q3 0.04
Range 0.47
IQR 0.02
No description has been provided for this image

CONCAVE_POINTS2 - numeric¶

Descriptive Statistics

Number of unique values 374
Sum 5.66
Mean 0.01
Mode 0.0
Standard deviation 0.00
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.47
Kurtosis 5.20
Skewness 0.84

Quantile Statistics

Minimum 0.0
Maximum 0.04
Q1 0.01
Median 0.01
Q3 0.01
Range 0.04
IQR 0.01
No description has been provided for this image

SYMMETRY2 - numeric¶

Descriptive Statistics

Number of unique values 324
Sum 10.83
Mean 0.02
Mode 0.01
Standard deviation 0.01
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.34
Kurtosis 24.87
Skewness 3.49

Quantile Statistics

Minimum 0.01
Maximum 0.09
Q1 0.01
Median 0.02
Q3 0.02
Range 0.08
IQR 0.01
No description has been provided for this image

FRACTAL_DIMENSION2 - numeric¶

Descriptive Statistics

Number of unique values 455
Sum 1.84
Mean 0.00
Mode 0.00
Standard deviation 0.00
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.54
Kurtosis 28.77
Skewness 3.72

Quantile Statistics

Minimum 0.00
Maximum 0.02
Q1 0.00
Median 0.00
Q3 0.00
Range 0.02
IQR 0.00
No description has been provided for this image

RADIUS3 - numeric¶

Descriptive Statistics

Number of unique values 361
Sum 8 663.31
Mean 15.23
Mode 13.06
Standard deviation 3.41
Mean absolute deviation 2.52
Median absolute deviation 1.97
Coefficient of variation 0.22
Kurtosis 1.73
Skewness 1.30

Quantile Statistics

Minimum 8.84
Maximum 30.37
Q1 13.11
Median 14.36
Q3 16.27
Range 21.53
IQR 3.16
No description has been provided for this image

TEXTURE3 - numeric¶

Descriptive Statistics

Number of unique values 458
Sum 14 068.07
Mean 24.72
Mode 22.03
Standard deviation 5.42
Mean absolute deviation 4.41
Median absolute deviation 3.91
Coefficient of variation 0.22
Kurtosis -0.06
Skewness 0.17

Quantile Statistics

Minimum 1.93
Maximum 41.82
Q1 20.58
Median 24.48
Q3 28.34
Range 39.89
IQR 7.76
No description has been provided for this image

PERIMETER3 - numeric¶

Descriptive Statistics

Number of unique values 473
Sum 57 131.97
Mean 100.41
Mode 101.40
Standard deviation 24.87
Mean absolute deviation 18.68
Median absolute deviation 14.26
Coefficient of variation 0.25
Kurtosis 1.23
Skewness 1.18

Quantile Statistics

Minimum 56.12
Maximum 186.20
Q1 85.0
Median 95.0
Q3 110.30
Range 130.08
IQR 25.30
No description has been provided for this image

AREA3 - numeric¶

Descriptive Statistics

Number of unique values 500
Sum 428 367.50
Mean 752.84
Mode 633.70
Standard deviation 371.49
Mean absolute deviation 270.07
Median absolute deviation 215.04
Coefficient of variation 0.49
Kurtosis 2.93
Skewness 1.71

Quantile Statistics

Minimum 184.20
Maximum 2 495.0
Q1 515.90
Median 632.40
Q3 830.40
Range 2 310.80
IQR 314.50
No description has been provided for this image

SMOOTHNESS3 - numeric¶

Descriptive Statistics

Number of unique values 303
Sum 73.78
Mean 0.13
Mode 0.14
Standard deviation 0.02
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.14
Kurtosis 0.41
Skewness -0.04

Quantile Statistics

Minimum 0.08
Maximum 0.19
Q1 0.12
Median 0.13
Q3 0.14
Range 0.11
IQR 0.02
No description has been provided for this image

COMPACTNESS3 - numeric¶

Descriptive Statistics

Number of unique values 479
Sum 127.80
Mean 0.22
Mode 0.19
Standard deviation 0.13
Mean absolute deviation 0.10
Median absolute deviation 0.08
Coefficient of variation 0.57
Kurtosis 2.55
Skewness 1.36

Quantile Statistics

Minimum 0.0
Maximum 0.86
Q1 0.14
Median 0.19
Q3 0.29
Range 0.86
IQR 0.15
No description has been provided for this image

CONCAVITY3 - numeric¶

Descriptive Statistics

Number of unique values 467
Sum 126.51
Mean 0.22
Mode 0.0
Standard deviation 0.16
Mean absolute deviation 0.13
Median absolute deviation 0.12
Coefficient of variation 0.74
Kurtosis 0.93
Skewness 0.98

Quantile Statistics

Minimum 0.0
Maximum 0.92
Q1 0.10
Median 0.18
Q3 0.34
Range 0.92
IQR 0.24
No description has been provided for this image

CONCAVE_POINTS3 - numeric¶

Descriptive Statistics

Number of unique values 430
Sum 56.94
Mean 0.10
Mode 0.0
Standard deviation 0.06
Mean absolute deviation 0.04
Median absolute deviation 0.04
Coefficient of variation 0.57
Kurtosis 0.28
Skewness 0.43

Quantile Statistics

Minimum 0.0
Maximum 0.30
Q1 0.06
Median 0.09
Q3 0.14
Range 0.30
IQR 0.07
No description has been provided for this image

SYMMETRY3 - numeric¶

Descriptive Statistics

Number of unique values 381
Sum 159.09
Mean 0.28
Mode 0.23
Standard deviation 0.05
Mean absolute deviation 0.03
Median absolute deviation 0.03
Coefficient of variation 0.16
Kurtosis 4.24
Skewness 1.04

Quantile Statistics

Minimum 0.16
Maximum 0.53
Q1 0.25
Median 0.28
Q3 0.31
Range 0.38
IQR 0.05
No description has been provided for this image

FRACTAL_DIMENSION3 - numeric¶

Descriptive Statistics

Number of unique values 344
Sum 48.03
Mean 0.08
Mode 0.07
Standard deviation 0.02
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.20
Kurtosis 2.19
Skewness 1.21

Quantile Statistics

Minimum 0.06
Maximum 0.17
Q1 0.07
Median 0.08
Q3 0.09
Range 0.12
IQR 0.02
No description has been provided for this image

Bivariate analysis


Correlation Plot

Pearson Correlation¶

No description has been provided for this image

Spearman Correlation¶

No description has been provided for this image

Kendall Correlation¶

No description has been provided for this image

Pairplot

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning:

The figure layout has changed to tight

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning:

The figure layout has changed to tight

No description has been provided for this image

Contingency table

Multivariate analysis


Principal Component Analysis

First vs second principal component¶

Explained variance ratio: 46.00%

Explained variance ratio¶

No description has been provided for this image

Parallel coordinates

Parallel categories